From Structured to Unstructured: A Comparative Analysis of Computer Vision and Graph Models in Solving Mesh-Based PDEs

Author:

Decke JensORCID,Wünsch OlafORCID,Sick BernhardORCID,Gruhl ChristianORCID

Publisher

Springer Nature Switzerland

Reference22 articles.

1. Wu, C., Raghavendra, R., Gupta, U., et al.: Sustainable AI: environmental implications, challenges and opportunities. In: Proceedings of MLSys (2022)

2. Katal, A., Dahiya, S., Choudhury, T.: Energy efficiency in cloud computing data centers: a survey on software technologies. Cluster Comput. 26(3), 1845–1875 (2023)

3. Yunus, R.B., Zainuddin, N., Shafie, A., et al.: A comparison of deep learning-based techniques for solving partial differential equations. In: Proceedings of AIP (2024)

4. Takamoto, M., Praditia, T., Leiteritz, R., et al.: PDEBench: an extensive benchmark for scientific machine learning. In: Proceedings of NeurIPS (2022)

5. Decke, J., Wünsch, O., Sick, B.: Dataset of a parameterized u-bend flow for deep learning applications. Data Brief 50 (2023)

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